{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Action2智能供应链分析     \n",
    "\n",
    "数据集：SupplyChainDataset.csv，供应链采购数据     To Do：     供应链数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Type</th>\n",
       "      <th>Days for shipping (real)</th>\n",
       "      <th>Days for shipment (scheduled)</th>\n",
       "      <th>Benefit per order</th>\n",
       "      <th>Sales per customer</th>\n",
       "      <th>Delivery Status</th>\n",
       "      <th>Late_delivery_risk</th>\n",
       "      <th>Category Id</th>\n",
       "      <th>Category Name</th>\n",
       "      <th>Customer City</th>\n",
       "      <th>...</th>\n",
       "      <th>Order Zipcode</th>\n",
       "      <th>Product Card Id</th>\n",
       "      <th>Product Category Id</th>\n",
       "      <th>Product Description</th>\n",
       "      <th>Product Image</th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Product Price</th>\n",
       "      <th>Product Status</th>\n",
       "      <th>shipping date (DateOrders)</th>\n",
       "      <th>Shipping Mode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DEBIT</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>91.250000</td>\n",
       "      <td>314.640015</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.750000</td>\n",
       "      <td>0</td>\n",
       "      <td>2/3/2018 22:56</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TRANSFER</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>-249.089996</td>\n",
       "      <td>311.359985</td>\n",
       "      <td>Late delivery</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.750000</td>\n",
       "      <td>0</td>\n",
       "      <td>1/18/2018 12:27</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CASH</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-247.779999</td>\n",
       "      <td>309.720001</td>\n",
       "      <td>Shipping on time</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.750000</td>\n",
       "      <td>0</td>\n",
       "      <td>1/17/2018 12:06</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DEBIT</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>22.860001</td>\n",
       "      <td>304.809998</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.750000</td>\n",
       "      <td>0</td>\n",
       "      <td>1/16/2018 11:45</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PAYMENT</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>134.210007</td>\n",
       "      <td>298.250000</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.750000</td>\n",
       "      <td>0</td>\n",
       "      <td>1/15/2018 11:24</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180514</th>\n",
       "      <td>CASH</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>399.980011</td>\n",
       "      <td>Shipping on time</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Field+%26+Stre...</td>\n",
       "      <td>Field &amp; Stream Sportsman 16 Gun Fire Safe</td>\n",
       "      <td>399.980011</td>\n",
       "      <td>0</td>\n",
       "      <td>1/20/2016 3:40</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180515</th>\n",
       "      <td>DEBIT</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>-613.770019</td>\n",
       "      <td>395.980011</td>\n",
       "      <td>Late delivery</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>Bakersfield</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Field+%26+Stre...</td>\n",
       "      <td>Field &amp; Stream Sportsman 16 Gun Fire Safe</td>\n",
       "      <td>399.980011</td>\n",
       "      <td>0</td>\n",
       "      <td>1/19/2016 1:34</td>\n",
       "      <td>Second Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180516</th>\n",
       "      <td>TRANSFER</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>141.110001</td>\n",
       "      <td>391.980011</td>\n",
       "      <td>Late delivery</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>Bristol</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Field+%26+Stre...</td>\n",
       "      <td>Field &amp; Stream Sportsman 16 Gun Fire Safe</td>\n",
       "      <td>399.980011</td>\n",
       "      <td>0</td>\n",
       "      <td>1/20/2016 21:00</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180517</th>\n",
       "      <td>PAYMENT</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>186.229996</td>\n",
       "      <td>387.980011</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Field+%26+Stre...</td>\n",
       "      <td>Field &amp; Stream Sportsman 16 Gun Fire Safe</td>\n",
       "      <td>399.980011</td>\n",
       "      <td>0</td>\n",
       "      <td>1/18/2016 20:18</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180518</th>\n",
       "      <td>PAYMENT</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>168.949997</td>\n",
       "      <td>383.980011</td>\n",
       "      <td>Shipping on time</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Field+%26+Stre...</td>\n",
       "      <td>Field &amp; Stream Sportsman 16 Gun Fire Safe</td>\n",
       "      <td>399.980011</td>\n",
       "      <td>0</td>\n",
       "      <td>1/19/2016 18:54</td>\n",
       "      <td>Standard Class</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180519 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Type  Days for shipping (real)  Days for shipment (scheduled)  \\\n",
       "0          DEBIT                         3                              4   \n",
       "1       TRANSFER                         5                              4   \n",
       "2           CASH                         4                              4   \n",
       "3          DEBIT                         3                              4   \n",
       "4        PAYMENT                         2                              4   \n",
       "...          ...                       ...                            ...   \n",
       "180514      CASH                         4                              4   \n",
       "180515     DEBIT                         3                              2   \n",
       "180516  TRANSFER                         5                              4   \n",
       "180517   PAYMENT                         3                              4   \n",
       "180518   PAYMENT                         4                              4   \n",
       "\n",
       "        Benefit per order  Sales per customer   Delivery Status  \\\n",
       "0               91.250000          314.640015  Advance shipping   \n",
       "1             -249.089996          311.359985     Late delivery   \n",
       "2             -247.779999          309.720001  Shipping on time   \n",
       "3               22.860001          304.809998  Advance shipping   \n",
       "4              134.210007          298.250000  Advance shipping   \n",
       "...                   ...                 ...               ...   \n",
       "180514          40.000000          399.980011  Shipping on time   \n",
       "180515        -613.770019          395.980011     Late delivery   \n",
       "180516         141.110001          391.980011     Late delivery   \n",
       "180517         186.229996          387.980011  Advance shipping   \n",
       "180518         168.949997          383.980011  Shipping on time   \n",
       "\n",
       "        Late_delivery_risk  Category Id   Category Name Customer City  ...  \\\n",
       "0                        0           73  Sporting Goods        Caguas  ...   \n",
       "1                        1           73  Sporting Goods        Caguas  ...   \n",
       "2                        0           73  Sporting Goods      San Jose  ...   \n",
       "3                        0           73  Sporting Goods   Los Angeles  ...   \n",
       "4                        0           73  Sporting Goods        Caguas  ...   \n",
       "...                    ...          ...             ...           ...  ...   \n",
       "180514                   0           45         Fishing      Brooklyn  ...   \n",
       "180515                   1           45         Fishing   Bakersfield  ...   \n",
       "180516                   1           45         Fishing       Bristol  ...   \n",
       "180517                   0           45         Fishing        Caguas  ...   \n",
       "180518                   0           45         Fishing        Caguas  ...   \n",
       "\n",
       "       Order Zipcode Product Card Id Product Category Id  Product Description  \\\n",
       "0                NaN            1360                  73                  NaN   \n",
       "1                NaN            1360                  73                  NaN   \n",
       "2                NaN            1360                  73                  NaN   \n",
       "3                NaN            1360                  73                  NaN   \n",
       "4                NaN            1360                  73                  NaN   \n",
       "...              ...             ...                 ...                  ...   \n",
       "180514           NaN            1004                  45                  NaN   \n",
       "180515           NaN            1004                  45                  NaN   \n",
       "180516           NaN            1004                  45                  NaN   \n",
       "180517           NaN            1004                  45                  NaN   \n",
       "180518           NaN            1004                  45                  NaN   \n",
       "\n",
       "                                            Product Image  \\\n",
       "0            http://images.acmesports.sports/Smart+watch    \n",
       "1            http://images.acmesports.sports/Smart+watch    \n",
       "2            http://images.acmesports.sports/Smart+watch    \n",
       "3            http://images.acmesports.sports/Smart+watch    \n",
       "4            http://images.acmesports.sports/Smart+watch    \n",
       "...                                                   ...   \n",
       "180514  http://images.acmesports.sports/Field+%26+Stre...   \n",
       "180515  http://images.acmesports.sports/Field+%26+Stre...   \n",
       "180516  http://images.acmesports.sports/Field+%26+Stre...   \n",
       "180517  http://images.acmesports.sports/Field+%26+Stre...   \n",
       "180518  http://images.acmesports.sports/Field+%26+Stre...   \n",
       "\n",
       "                                     Product Name Product Price  \\\n",
       "0                                    Smart watch     327.750000   \n",
       "1                                    Smart watch     327.750000   \n",
       "2                                    Smart watch     327.750000   \n",
       "3                                    Smart watch     327.750000   \n",
       "4                                    Smart watch     327.750000   \n",
       "...                                           ...           ...   \n",
       "180514  Field & Stream Sportsman 16 Gun Fire Safe    399.980011   \n",
       "180515  Field & Stream Sportsman 16 Gun Fire Safe    399.980011   \n",
       "180516  Field & Stream Sportsman 16 Gun Fire Safe    399.980011   \n",
       "180517  Field & Stream Sportsman 16 Gun Fire Safe    399.980011   \n",
       "180518  Field & Stream Sportsman 16 Gun Fire Safe    399.980011   \n",
       "\n",
       "       Product Status shipping date (DateOrders)   Shipping Mode  \n",
       "0                   0             2/3/2018 22:56  Standard Class  \n",
       "1                   0            1/18/2018 12:27  Standard Class  \n",
       "2                   0            1/17/2018 12:06  Standard Class  \n",
       "3                   0            1/16/2018 11:45  Standard Class  \n",
       "4                   0            1/15/2018 11:24  Standard Class  \n",
       "...               ...                        ...             ...  \n",
       "180514              0             1/20/2016 3:40  Standard Class  \n",
       "180515              0             1/19/2016 1:34    Second Class  \n",
       "180516              0            1/20/2016 21:00  Standard Class  \n",
       "180517              0            1/18/2016 20:18  Standard Class  \n",
       "180518              0            1/19/2016 18:54  Standard Class  \n",
       "\n",
       "[180519 rows x 53 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据加载\n",
    "dataset = pd.read_csv('./SupplyChain.csv', encoding='unicode_escape' )\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180519, 53)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Customer Lname              8\n",
       "Customer Zipcode            3\n",
       "Order Zipcode          155679\n",
       "Product Description    180519\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_null = dataset.isnull().sum()\n",
    "temp_null[temp_null>0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer Fname</th>\n",
       "      <th>Customer Lname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cally</td>\n",
       "      <td>Holloway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Irene</td>\n",
       "      <td>Luna</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Gillian</td>\n",
       "      <td>Maldonado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tana</td>\n",
       "      <td>Tate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Orli</td>\n",
       "      <td>Hendricks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>180514</th>\n",
       "      <td>Maria</td>\n",
       "      <td>Peterson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180515</th>\n",
       "      <td>Ronald</td>\n",
       "      <td>Clark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180516</th>\n",
       "      <td>John</td>\n",
       "      <td>Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180517</th>\n",
       "      <td>Mary</td>\n",
       "      <td>Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180518</th>\n",
       "      <td>Andrea</td>\n",
       "      <td>Ortega</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180519 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Customer Fname Customer Lname\n",
       "0               Cally       Holloway\n",
       "1               Irene           Luna\n",
       "2             Gillian      Maldonado\n",
       "3                Tana           Tate\n",
       "4                Orli      Hendricks\n",
       "...               ...            ...\n",
       "180514          Maria       Peterson\n",
       "180515         Ronald          Clark\n",
       "180516           John          Smith\n",
       "180517           Mary          Smith\n",
       "180518         Andrea         Ortega\n",
       "\n",
       "[180519 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[['Customer Fname','Customer Lname']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer Full Name</th>\n",
       "      <th>Customer Fname</th>\n",
       "      <th>Customer Lname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CallyHolloway</td>\n",
       "      <td>Cally</td>\n",
       "      <td>Holloway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IreneLuna</td>\n",
       "      <td>Irene</td>\n",
       "      <td>Luna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GillianMaldonado</td>\n",
       "      <td>Gillian</td>\n",
       "      <td>Maldonado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TanaTate</td>\n",
       "      <td>Tana</td>\n",
       "      <td>Tate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OrliHendricks</td>\n",
       "      <td>Orli</td>\n",
       "      <td>Hendricks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180514</th>\n",
       "      <td>MariaPeterson</td>\n",
       "      <td>Maria</td>\n",
       "      <td>Peterson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180515</th>\n",
       "      <td>RonaldClark</td>\n",
       "      <td>Ronald</td>\n",
       "      <td>Clark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180516</th>\n",
       "      <td>JohnSmith</td>\n",
       "      <td>John</td>\n",
       "      <td>Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180517</th>\n",
       "      <td>MarySmith</td>\n",
       "      <td>Mary</td>\n",
       "      <td>Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180518</th>\n",
       "      <td>AndreaOrtega</td>\n",
       "      <td>Andrea</td>\n",
       "      <td>Ortega</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180519 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Customer Full Name Customer Fname Customer Lname\n",
       "0           CallyHolloway          Cally       Holloway\n",
       "1               IreneLuna          Irene           Luna\n",
       "2        GillianMaldonado        Gillian      Maldonado\n",
       "3                TanaTate           Tana           Tate\n",
       "4           OrliHendricks           Orli      Hendricks\n",
       "...                   ...            ...            ...\n",
       "180514      MariaPeterson          Maria       Peterson\n",
       "180515        RonaldClark         Ronald          Clark\n",
       "180516          JohnSmith           John          Smith\n",
       "180517          MarySmith           Mary          Smith\n",
       "180518       AndreaOrtega         Andrea         Ortega\n",
       "\n",
       "[180519 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['Customer Full Name'] = dataset['Customer Fname'] + dataset['Customer Lname']\n",
    "dataset[['Customer Full Name','Customer Fname','Customer Lname']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "725.0      66770\n",
      "921.0        337\n",
      "23455.0      334\n",
      "957.0        297\n",
      "79109.0      292\n",
      "           ...  \n",
      "89015.0       16\n",
      "32210.0       15\n",
      "7728.0        13\n",
      "11225.0        9\n",
      "0.0            3\n",
      "Name: Customer Zipcode, Length: 996, dtype: int64\n",
      "缺失值个数： 0\n",
      "缺失值个数： 0\n"
     ]
    }
   ],
   "source": [
    "print(dataset['Customer Zipcode'].value_counts())\n",
    "print('缺失值个数：', dataset['Customer Zipcode'].isnull().sum())\n",
    "# 3个缺失值\n",
    "dataset['Customer Zipcode'] = dataset['Customer Zipcode'].fillna(0)\n",
    "print('缺失值个数：', dataset['Customer Zipcode'].isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 热力图数据探索,0独立，越偏0越相关\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "data = dataset\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.heatmap(data.corr(), annot=True, cmap='coolwarm') # annot显示方框里面的数字"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Sales in different market'}, xlabel='Market'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 安装不同的Market，Order Region数据探索\n",
    "# 基于Market\n",
    "market = data.groupby('Market')\n",
    "market['Sales per customer'].sum().sort_values(ascending=False).plot.bar(figsize=(12,6),title='Sales in different market')# 从大到小排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Sales in different regions'}, xlabel='Order Region'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基于 Order Region\n",
    "region = data.groupby('Order Region')\n",
    "region['Sales per customer'].sum().sort_values(ascending=False).plot.bar(figsize=(12,6),title='Sales in different regions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Sales in different categories'}, xlabel='Category Name'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按照不同的Category Name\n",
    "eat = data.groupby('Category Name')\n",
    "eat['Sales per customer'].sum().sort_values(ascending=False).plot.bar(figsize=(12,6),title='Sales in different categories')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count              180519\n",
       "unique              65752\n",
       "top       1/21/2016 12:35\n",
       "freq                    5\n",
       "Name: order date (DateOrders), dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 按照不同的时间维度（年，月，星期，小时）的趋势\n",
    "data['order date (DateOrders)'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Type</th>\n",
       "      <th>Days for shipping (real)</th>\n",
       "      <th>Days for shipment (scheduled)</th>\n",
       "      <th>Benefit per order</th>\n",
       "      <th>Sales per customer</th>\n",
       "      <th>Delivery Status</th>\n",
       "      <th>Late_delivery_risk</th>\n",
       "      <th>Category Id</th>\n",
       "      <th>Category Name</th>\n",
       "      <th>Customer City</th>\n",
       "      <th>...</th>\n",
       "      <th>Product Card Id</th>\n",
       "      <th>Product Category Id</th>\n",
       "      <th>Product Description</th>\n",
       "      <th>Product Image</th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Product Price</th>\n",
       "      <th>Product Status</th>\n",
       "      <th>shipping date (DateOrders)</th>\n",
       "      <th>Shipping Mode</th>\n",
       "      <th>Customer Full Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DEBIT</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>91.250000</td>\n",
       "      <td>314.640015</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.75</td>\n",
       "      <td>0</td>\n",
       "      <td>2/3/2018 22:56</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>CallyHolloway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TRANSFER</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>-249.089996</td>\n",
       "      <td>311.359985</td>\n",
       "      <td>Late delivery</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1/18/2018 12:27</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>IreneLuna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CASH</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-247.779999</td>\n",
       "      <td>309.720001</td>\n",
       "      <td>Shipping on time</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>...</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1/17/2018 12:06</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>GillianMaldonado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DEBIT</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>22.860001</td>\n",
       "      <td>304.809998</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>...</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1/16/2018 11:45</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>TanaTate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PAYMENT</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>134.210007</td>\n",
       "      <td>298.250000</td>\n",
       "      <td>Advance shipping</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Caguas</td>\n",
       "      <td>...</td>\n",
       "      <td>1360</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://images.acmesports.sports/Smart+watch</td>\n",
       "      <td>Smart watch</td>\n",
       "      <td>327.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1/15/2018 11:24</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>OrliHendricks</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Type  Days for shipping (real)  Days for shipment (scheduled)  \\\n",
       "0     DEBIT                         3                              4   \n",
       "1  TRANSFER                         5                              4   \n",
       "2      CASH                         4                              4   \n",
       "3     DEBIT                         3                              4   \n",
       "4   PAYMENT                         2                              4   \n",
       "\n",
       "   Benefit per order  Sales per customer   Delivery Status  \\\n",
       "0          91.250000          314.640015  Advance shipping   \n",
       "1        -249.089996          311.359985     Late delivery   \n",
       "2        -247.779999          309.720001  Shipping on time   \n",
       "3          22.860001          304.809998  Advance shipping   \n",
       "4         134.210007          298.250000  Advance shipping   \n",
       "\n",
       "   Late_delivery_risk  Category Id   Category Name Customer City  ...  \\\n",
       "0                   0           73  Sporting Goods        Caguas  ...   \n",
       "1                   1           73  Sporting Goods        Caguas  ...   \n",
       "2                   0           73  Sporting Goods      San Jose  ...   \n",
       "3                   0           73  Sporting Goods   Los Angeles  ...   \n",
       "4                   0           73  Sporting Goods        Caguas  ...   \n",
       "\n",
       "  Product Card Id Product Category Id Product Description  \\\n",
       "0            1360                  73                 NaN   \n",
       "1            1360                  73                 NaN   \n",
       "2            1360                  73                 NaN   \n",
       "3            1360                  73                 NaN   \n",
       "4            1360                  73                 NaN   \n",
       "\n",
       "                                  Product Image  Product Name Product Price  \\\n",
       "0  http://images.acmesports.sports/Smart+watch   Smart watch         327.75   \n",
       "1  http://images.acmesports.sports/Smart+watch   Smart watch         327.75   \n",
       "2  http://images.acmesports.sports/Smart+watch   Smart watch         327.75   \n",
       "3  http://images.acmesports.sports/Smart+watch   Smart watch         327.75   \n",
       "4  http://images.acmesports.sports/Smart+watch   Smart watch         327.75   \n",
       "\n",
       "  Product Status shipping date (DateOrders)   Shipping Mode  \\\n",
       "0              0             2/3/2018 22:56  Standard Class   \n",
       "1              0            1/18/2018 12:27  Standard Class   \n",
       "2              0            1/17/2018 12:06  Standard Class   \n",
       "3              0            1/16/2018 11:45  Standard Class   \n",
       "4              0            1/15/2018 11:24  Standard Class   \n",
       "\n",
       "   Customer Full Name  \n",
       "0       CallyHolloway  \n",
       "1           IreneLuna  \n",
       "2    GillianMaldonado  \n",
       "3            TanaTate  \n",
       "4       OrliHendricks  \n",
       "\n",
       "[5 rows x 54 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2018-01-31 22:56:00', '2018-01-13 12:27:00',\n",
       "               '2018-01-13 12:06:00', '2018-01-13 11:45:00',\n",
       "               '2018-01-13 11:24:00', '2018-01-13 11:03:00',\n",
       "               '2018-01-13 10:42:00', '2018-01-13 10:21:00',\n",
       "               '2018-01-13 10:00:00', '2018-01-13 09:39:00',\n",
       "               ...\n",
       "               '2016-01-16 06:49:00', '2016-01-16 06:49:00',\n",
       "               '2016-01-16 06:28:00', '2016-01-16 06:07:00',\n",
       "               '2016-01-16 05:04:00', '2016-01-16 03:40:00',\n",
       "               '2016-01-16 01:34:00', '2016-01-15 21:00:00',\n",
       "               '2016-01-15 20:18:00', '2016-01-15 18:54:00'],\n",
       "              dtype='datetime64[ns]', name='order date (DateOrders)', length=180519, freq=None)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建时间戳索引\n",
    "temp = pd.DatetimeIndex(data['order date (DateOrders)'])\n",
    "temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>order_year</th>\n",
       "      <th>order_month</th>\n",
       "      <th>order_week_day</th>\n",
       "      <th>order_hour</th>\n",
       "      <th>order_month_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>2018-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>2018-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>2018-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>2018-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>2018-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180514</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180515</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180516</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>21</td>\n",
       "      <td>2016-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180517</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>2016-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180518</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>2016-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180519 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        order_year  order_month  order_week_day  order_hour order_month_year\n",
       "0             2018            1               2          22          2018-01\n",
       "1             2018            1               5          12          2018-01\n",
       "2             2018            1               5          12          2018-01\n",
       "3             2018            1               5          11          2018-01\n",
       "4             2018            1               5          11          2018-01\n",
       "...            ...          ...             ...         ...              ...\n",
       "180514        2016            1               5           3          2016-01\n",
       "180515        2016            1               5           1          2016-01\n",
       "180516        2016            1               4          21          2016-01\n",
       "180517        2016            1               4          20          2016-01\n",
       "180518        2016            1               4          18          2016-01\n",
       "\n",
       "[180519 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取不同尺度的时间 order date (DateOrders)中的year,month,week_day,hour,month_year\n",
    "data['order_year'] = temp.year\n",
    "data['order_month'] = temp.month\n",
    "data['order_week_day'] = temp.weekday\n",
    "data['order_hour'] = temp.hour\n",
    "data['order_month_year'] = temp.to_period('M') # 截取时间到M month为止\n",
    "data[['order_year', 'order_month', 'order_week_day', 'order_hour', 'order_month_year']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PeriodIndex(['2018-01', '2018-01', '2018-01', '2018-01', '2018-01', '2018-01',\n",
       "             '2018-01', '2018-01', '2018-01', '2018-01',\n",
       "             ...\n",
       "             '2016-01', '2016-01', '2016-01', '2016-01', '2016-01', '2016-01',\n",
       "             '2016-01', '2016-01', '2016-01', '2016-01'],\n",
       "            dtype='period[M]', name='order date (DateOrders)', length=180519, freq='M')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp.to_period('M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(order_week_day    0\n",
       " dtype: int64,\n",
       " order_week_day    6\n",
       " dtype: int64)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['order_week_day']].min(),data[['order_week_day']].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Mean Sales in months'}, xlabel='order_month'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对销售额进行探索，按照不同的事件维度 年、星期、小时、月\n",
    "plt.figure(figsize=(10,12))\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "df_year = data.groupby('order_year')\n",
    "df_year['Sales'].mean().plot(figsize=(16,12),title='Mean Sales in different years')\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "df_day = data.groupby('order_week_day')\n",
    "df_day['Sales'].mean().plot(figsize=(16,12),title='Mean Sales in week day')\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "df_hour = data.groupby('order_hour')\n",
    "df_hour['Sales'].mean().plot(figsize=(16,12),title='Mean Sales in hours')\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "df_month = data.groupby('order_month')\n",
    "df_month['Sales'].mean().plot(figsize=(16,12),title='Mean Sales in months')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Sales per customer')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Product Price与Sales per customer 相关性如何\n",
    "# 大概趋势是价格越高销售额愈大\n",
    "data.plot(x='Product Price', y='Sales per customer')\n",
    "plt.title('Relationship between Product Price and Sales per customer')\n",
    "plt.xlabel('Product Price')\n",
    "plt.ylabel('Sales per customer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.0 64-bit ('Bi_env': venv)",
   "language": "python",
   "name": "python38064bitbienvvenvba07af95a1bb4b078aa8134bba84dff2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
